In a computer-implemented method for querying a variably partitioned time series database, a query of a time series database is received, the query including a time range and a predicate comprising at least one dimension, wherein the time series database comprises a plurality of time series database schemas. At least one time series database schema of the time series database corresponding to the time range is determined. The query is divided into a plurality of sub-queries, wherein each sub-query of the plurality of sub-queries corresponds to one time series database schema of the plurality of time series database schemas. The plurality of sub-queries is executed to return a plurality of results.